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Data Engineering with Apache Spark, Delta Lake, and Lakehouse

You're reading from  Data Engineering with Apache Spark, Delta Lake, and Lakehouse

Product type Book
Published in Oct 2021
Publisher Packt
ISBN-13 9781801077743
Pages 480 pages
Edition 1st Edition
Languages
Author (1):
Manoj Kukreja Manoj Kukreja
Profile icon Manoj Kukreja

Table of Contents (17) Chapters

Preface Section 1: Modern Data Engineering and Tools
Chapter 1: The Story of Data Engineering and Analytics Chapter 2: Discovering Storage and Compute Data Lakes Chapter 3: Data Engineering on Microsoft Azure Section 2: Data Pipelines and Stages of Data Engineering
Chapter 4: Understanding Data Pipelines Chapter 5: Data Collection Stage – The Bronze Layer Chapter 6: Understanding Delta Lake Chapter 7: Data Curation Stage – The Silver Layer Chapter 8: Data Aggregation Stage – The Gold Layer Section 3: Data Engineering Challenges and Effective Deployment Strategies
Chapter 9: Deploying and Monitoring Pipelines in Production Chapter 10: Solving Data Engineering Challenges Chapter 11: Infrastructure Provisioning Chapter 12: Continuous Integration and Deployment (CI/CD) of Data Pipelines Other Books You May Enjoy

Sample lakehouse project

Thus far, we have discussed the theoretical aspects of data engineering. The theory often teaches us why it happens; now, it's time to shift our focus to the practical aspects of how it happens. In the following chapters, we will build a data lake using a lakehouse architecture.

We will conduct the practical learning process as if we were part of a live project. You have been hired as a data engineer at a leading big-box store named Electroniz, which sells electronic goods. Electroniz wants to formulate a modern business strategy to diversify revenue by streamlining its data engineering and analytics operations. On the first day on your job, the chief technology officer (CTO) has shared their vision of the future in the form of the following diagram:

Figure 4.5 – Future Electroniz platform

He has also provided some high-level details that may help you kick-start the process, as follows:

  • Electroniz sells electronic...
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